Relatório Interativo

Brought to you by YData

Dataset statistics

Number of variables	9
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	163
Duplicate rows (%)	1.6%
Total size in memory	703.3 KiB
Average record size in memory	72.0 B

Variable types

Numeric	9

Alerts

Dataset has 163 (1.6%) duplicate rows	Duplicates
`area_total` is highly overall correlated with `m2total`	High correlation
`desconto` is highly overall correlated with `preco`	High correlation
`m2total` is highly overall correlated with `area_total`	High correlation
`preco` is highly overall correlated with `desconto` and 1 other fields	High correlation
`valor_de_avaliacao` is highly overall correlated with `preco`	High correlation
`area_total` is highly skewed (γ1 = 21.29624356)	Skewed
`area_privativa` is highly skewed (γ1 = 84.03173293)	Skewed
`area_terreno` is highly skewed (γ1 = 81.95531079)	Skewed
`m2total` is highly skewed (γ1 = 70.69911621)	Skewed
`m2terreno` is highly skewed (γ1 = 29.68065005)	Skewed
`desconto` has 278 (2.8%) zeros	Zeros
`area_total` has 8114 (81.1%) zeros	Zeros
`area_privativa` has 976 (9.8%) zeros	Zeros
`area_terreno` has 2675 (26.8%) zeros	Zeros
`m2total` has 8114 (81.1%) zeros	Zeros
`m2privativa` has 976 (9.8%) zeros	Zeros
`m2terreno` has 2675 (26.8%) zeros	Zeros

Reproduction

Analysis started	2025-11-05 21:34:34.643805
Analysis finished	2025-11-05 21:34:38.230886
Duration	3.59 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

preco
Real number (ℝ)

High correlation

Distinct	5420
Distinct (%)	54.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	77190.027

Minimum	4988
Maximum	6807791
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	4988
5-th percentile	22910.05
Q1	38513.75
median	51591
Q3	66976
95-th percentile	182909
Maximum	6807791
Range	6802803
Interquartile range (IQR)	28462.25

Descriptive statistics

Standard deviation	172483.47
Coefficient of variation (CV)	2.2345305
Kurtosis	488.15531
Mean	77190.027
Median Absolute Deviation (MAD)	14018
Skewness	17.69528
Sum	7.7190027 × 10⁸
Variance	2.9750547 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	43	0.4%
52103	42	0.4%
57892	42	0.4%
62857	39	0.4%
49187	35	0.4%
65922	35	0.4%
68788	34	0.3%
51236	30	0.3%
75306	30	0.3%
55946	29	0.3%
Other values (5410)	9641	96.4%

Value	Count	Frequency (%)
4988	1	< 0.1%
5354	1	< 0.1%
5785	1	< 0.1%
6245	1	< 0.1%
6330	1	< 0.1%
6383	1	< 0.1%
7174	1	< 0.1%
7253	1	< 0.1%
7263	1	< 0.1%
7477	1	< 0.1%

Value	Count	Frequency (%)
6807791	1	< 0.1%
5485929	1	< 0.1%
5386917	1	< 0.1%
3276723	1	< 0.1%
3223106	1	< 0.1%
3200000	1	< 0.1%
2750000	1	< 0.1%
2716560	1	< 0.1%
2408075	1	< 0.1%
2377182	1	< 0.1%

valor_de_avaliacao
Real number (ℝ)

High correlation

Distinct	2219
Distinct (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	161444.02

Minimum	10750
Maximum	10682000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	10750
5-th percentile	70000
Q1	101000
median	123000
Q3	147617
95-th percentile	310000
Maximum	10682000
Range	10671250
Interquartile range (IQR)	46617

Descriptive statistics

Standard deviation	284692.76
Coefficient of variation (CV)	1.7634147
Kurtosis	474.90478
Mean	161444.02
Median Absolute Deviation (MAD)	23000
Skewness	17.972708
Sum	1.6144402 × 10⁹
Variance	8.1049966 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120000	234	2.3%
130000	205	2.1%
125000	196	2.0%
110000	196	2.0%
100000	184	1.8%
140000	175	1.8%
135000	166	1.7%
115000	165	1.7%
105000	152	1.5%
150000	134	1.3%
Other values (2209)	8193	81.9%

Value	Count	Frequency (%)
10750	1	< 0.1%
14500	1	< 0.1%
14600	1	< 0.1%
18000	1	< 0.1%
18500	1	< 0.1%
20000	5	0.1%
21164	2	< 0.1%
21500	1	< 0.1%
22000	3	< 0.1%
22397	1	< 0.1%

Value	Count	Frequency (%)
10682000	1	< 0.1%
9226000	1	< 0.1%
8984500	1	< 0.1%
6504800	1	< 0.1%
5500000	1	< 0.1%
5187000	1	< 0.1%
5168000	1	< 0.1%
4400000	1	< 0.1%
4261000	1	< 0.1%
4250000	1	< 0.1%

desconto
Real number (ℝ)

High correlation Zeros

Distinct	62
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55.5387

Minimum	0
Maximum	90
Zeros	278
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	36
Q1	43
median	56
Q3	67
95-th percentile	79
Maximum	90
Range	90
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	16.039571
Coefficient of variation (CV)	0.28879989
Kurtosis	1.9409832
Mean	55.5387
Median Absolute Deviation (MAD)	13
Skewness	-0.85960075
Sum	555387
Variance	257.26783
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	933	9.3%
59	747	7.5%
43	630	6.3%
56	408	4.1%
67	365	3.6%
58	310	3.1%
0	278	2.8%
53	275	2.8%
75	273	2.7%
61	267	2.7%
Other values (52)	5514	55.1%

Value	Count	Frequency (%)
0	278	2.8%
1	2	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
24	1	< 0.1%
27	1	< 0.1%
30	1	< 0.1%
33	1	< 0.1%
36	221	2.2%
37	62	0.6%

Value	Count	Frequency (%)
90	1	< 0.1%
88	1	< 0.1%
87	5	0.1%
86	1	< 0.1%
85	10	0.1%
84	39	0.4%
83	10	0.1%
82	112	1.1%
81	119	1.2%
80	73	0.7%

area_total
Real number (ℝ)

High correlation Skewed Zeros

Distinct	214
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.591

Minimum	0
Maximum	2925
Zeros	8114
Zeros (%)	81.1%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	79
Maximum	2925
Range	2925
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	53.266207
Coefficient of variation (CV)	3.4164715
Kurtosis	960.26882
Mean	15.591
Median Absolute Deviation (MAD)	0
Skewness	21.296244
Sum	155910
Variance	2837.2888
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8114	81.1%
70	81	0.8%
58	74	0.7%
56	59	0.6%
48	53	0.5%
50	53	0.5%
47	51	0.5%
62	51	0.5%
69	49	0.5%
66	47	0.5%
Other values (204)	1368	13.7%

Value	Count	Frequency (%)
0	8114	81.1%
1	1	< 0.1%
8	1	< 0.1%
22	1	< 0.1%
24	1	< 0.1%
26	4	< 0.1%
27	2	< 0.1%
28	2	< 0.1%
29	7	0.1%
31	1	< 0.1%

Value	Count	Frequency (%)
2925	1	< 0.1%
1320	1	< 0.1%
1000	1	< 0.1%
701	1	< 0.1%
695	1	< 0.1%
690	1	< 0.1%
666	1	< 0.1%
654	1	< 0.1%
597	1	< 0.1%
580	1	< 0.1%

area_privativa
Real number (ℝ)

Skewed Zeros

Distinct	336
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	70.704

Minimum	0
Maximum	41700
Zeros	976
Zeros (%)	9.8%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	47
median	57
Q3	68
95-th percentile	124
Maximum	41700
Range	41700
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	444.55324
Coefficient of variation (CV)	6.287526
Kurtosis	7730.2131
Mean	70.704
Median Absolute Deviation (MAD)	10
Skewness	84.031733
Sum	707040
Variance	197627.58
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	976	9.8%
50	351	3.5%
70	348	3.5%
58	311	3.1%
56	285	2.9%
61	278	2.8%
48	272	2.7%
55	270	2.7%
60	267	2.7%
47	265	2.6%
Other values (326)	6377	63.8%

Value	Count	Frequency (%)
0	976	9.8%
22	12	0.1%
24	19	0.2%
25	3	< 0.1%
26	13	0.1%
27	4	< 0.1%
28	9	0.1%
29	17	0.2%
30	10	0.1%
31	6	0.1%

Value	Count	Frequency (%)
41700	1	< 0.1%
10480	1	< 0.1%
7200	1	< 0.1%
4825	1	< 0.1%
2390	1	< 0.1%
2003	1	< 0.1%
2002	1	< 0.1%
2000	1	< 0.1%
1612	1	< 0.1%
1546	1	< 0.1%

area_terreno
Real number (ℝ)

Skewed Zeros

Distinct	813
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	750.9627

Minimum	0
Maximum	2035960
Zeros	2675
Zeros (%)	26.8%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	143
Q3	200
95-th percentile	600
Maximum	2035960
Range	2035960
Interquartile range (IQR)	200

Descriptive statistics

Standard deviation	22084.797
Coefficient of variation (CV)	29.408647
Kurtosis	7326.0849
Mean	750.9627
Median Absolute Deviation (MAD)	87.5
Skewness	81.955311
Sum	7509627
Variance	4.8773824 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2675	26.8%
200	783	7.8%
180	553	5.5%
360	255	2.5%
125	245	2.5%
150	207	2.1%
250	160	1.6%
300	150	1.5%
160	135	1.4%
148	116	1.2%
Other values (803)	4721	47.2%

Value	Count	Frequency (%)
0	2675	26.8%
1	11	0.1%
2	2	< 0.1%
14	1	< 0.1%
15	1	< 0.1%
17	1	< 0.1%
21	1	< 0.1%
22	1	< 0.1%
24	3	< 0.1%
26	5	0.1%

Value	Count	Frequency (%)
2035960	1	< 0.1%
715100	1	< 0.1%
252687	1	< 0.1%
144779	1	< 0.1%
135535	1	< 0.1%
125000	1	< 0.1%
112000	1	< 0.1%
108900	1	< 0.1%
102565	1	< 0.1%
95000	1	< 0.1%

m2total
Real number (ℝ)

High correlation Skewed Zeros

Distinct	852
Distinct (%)	8.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	176.3189

Minimum	0
Maximum	80000
Zeros	8114
Zeros (%)	81.1%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1084
Maximum	80000
Range	80000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	898.0182
Coefficient of variation (CV)	5.0931477
Kurtosis	6246.8679
Mean	176.3189
Median Absolute Deviation (MAD)	0
Skewness	70.699116
Sum	1763189
Variance	806436.69
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8114	81.1%
1132	14	0.1%
1195	10	0.1%
1054	10	0.1%
1085	9	0.1%
620	9	0.1%
1146	8	0.1%
1176	8	0.1%
1171	8	0.1%
1038	8	0.1%
Other values (842)	1802	18.0%

Value	Count	Frequency (%)
0	8114	81.1%
15	1	< 0.1%
26	1	< 0.1%
31	1	< 0.1%
34	1	< 0.1%
96	1	< 0.1%
108	1	< 0.1%
111	1	< 0.1%
120	2	< 0.1%
122	1	< 0.1%

Value	Count	Frequency (%)
80000	1	< 0.1%
9920	1	< 0.1%
6759	1	< 0.1%
5921	1	< 0.1%
5821	1	< 0.1%
5634	1	< 0.1%
4717	1	< 0.1%
4259	1	< 0.1%
3722	1	< 0.1%
3651	1	< 0.1%

m2privativa
Real number (ℝ)

Zeros

Distinct	999
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	758.8103

Minimum	0
Maximum	1209
Zeros	976
Zeros (%)	9.8%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	575
median	823
Q3	1038
95-th percentile	1174
Maximum	1209
Range	1209
Interquartile range (IQR)	463

Descriptive statistics

Standard deviation	341.2808
Coefficient of variation (CV)	0.44975774
Kurtosis	-0.02995972
Mean	758.8103
Median Absolute Deviation (MAD)	226
Skewness	-0.86942071
Sum	7588103
Variance	116472.59
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	976	9.8%
1146	31	0.3%
1205	30	0.3%
1056	26	0.3%
1132	26	0.3%
934	25	0.2%
1185	25	0.2%
1143	25	0.2%
786	24	0.2%
1038	24	0.2%
Other values (989)	8788	87.9%

Value	Count	Frequency (%)
0	976	9.8%
5	1	< 0.1%
9	1	< 0.1%
48	1	< 0.1%
56	1	< 0.1%
65	1	< 0.1%
66	1	< 0.1%
74	2	< 0.1%
77	1	< 0.1%
118	1	< 0.1%

Value	Count	Frequency (%)
1209	2	< 0.1%
1208	15	0.1%
1207	19	0.2%
1206	10	0.1%
1205	30	0.3%
1204	11	0.1%
1203	13	0.1%
1202	13	0.1%
1201	11	0.1%
1200	18	0.2%

m2terreno
Real number (ℝ)

Skewed Zeros

Distinct	1185
Distinct (%)	11.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	336.7037

Minimum	0
Maximum	77046
Zeros	2675
Zeros (%)	26.8%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	227
Q3	396
95-th percentile	814.05
Maximum	77046
Range	77046
Interquartile range (IQR)	396

Descriptive statistics

Standard deviation	1588.2752
Coefficient of variation (CV)	4.7171302
Kurtosis	1028.1151
Mean	336.7037
Median Absolute Deviation (MAD)	196
Skewness	29.68065
Sum	3367037
Variance	2522618.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2675	26.8%
180	34	0.3%
261	29	0.3%
272	28	0.3%
232	27	0.3%
289	26	0.3%
210	26	0.3%
265	25	0.2%
309	25	0.2%
283	24	0.2%
Other values (1175)	7081	70.8%

Value	Count	Frequency (%)
0	2675	26.8%
1	5	0.1%
2	4	< 0.1%
3	5	0.1%
4	2	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
7	2	< 0.1%
8	3	< 0.1%
9	6	0.1%

Value	Count	Frequency (%)
77046	1	< 0.1%
50212	1	< 0.1%
49787	1	< 0.1%
42896	1	< 0.1%
42154	1	< 0.1%
41238	1	< 0.1%
40664	1	< 0.1%
39759	1	< 0.1%
35469	1	< 0.1%
34083	1	< 0.1%

	area_privativa	area_terreno	area_total	desconto	m2privativa	m2terreno	m2total	preco	valor_de_avaliacao
area_privativa	1.000	0.119	0.171	-0.126	0.174	0.296	0.141	0.334	0.280
area_terreno	0.119	1.000	0.064	-0.289	-0.277	0.350	0.063	0.267	0.059
area_total	0.171	0.064	1.000	-0.264	0.133	0.168	0.985	0.128	-0.055
desconto	-0.126	-0.289	-0.264	1.000	-0.275	-0.373	-0.282	-0.673	0.090
m2privativa	0.174	-0.277	0.133	-0.275	1.000	0.059	0.167	0.374	0.123
m2terreno	0.296	0.350	0.168	-0.373	0.059	1.000	0.177	0.362	0.087
m2total	0.141	0.063	0.985	-0.282	0.167	0.177	1.000	0.137	-0.069
preco	0.334	0.267	0.128	-0.673	0.374	0.362	0.137	1.000	0.569
valor_de_avaliacao	0.280	0.059	-0.055	0.090	0.123	0.087	-0.069	0.569	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	preco	valor_de_avaliacao	desconto	area_terreno	m2terreno
0	99222.0	250000.0	60.0	1900.0	52.0
1	71535.0	150000.0	52.0	600.0	119.0
2	71535.0	150000.0	52.0	600.0	119.0
3	71535.0	150000.0	52.0	600.0	119.0
4	5386917.0	9226000.0	42.0	49338.0	109.0
5	78557.0	130000.0	40.0	277.0	284.0
6	427001.0	670000.0	36.0	1307.0	327.0
7	197567.0	310000.0	36.0	630.0	314.0
8	344150.0	540000.0	36.0	1350.0	255.0
9	1534001.0	560000.0	0.0	599.0	2561.0

	preco	valor_de_avaliacao	desconto	area_total	area_privativa	area_terreno	m2total	m2privativa	m2terreno
9990	71276.0	124339.0	43.0	59.0	59.0	228.0	1208.0	1208.0	313.0
9991	54366.0	139000.0	61.0	0.0	45.0	0.0	0.0	1208.0	0.0
9992	49541.0	107000.0	54.0	0.0	41.0	0.0	0.0	1208.0	0.0
9993	49541.0	107000.0	54.0	0.0	41.0	0.0	0.0	1208.0	0.0
9994	59185.0	98000.0	40.0	0.0	49.0	0.0	0.0	1208.0	0.0
9995	95469.0	198000.0	52.0	0.0	79.0	110.0	0.0	1208.0	868.0
9996	77310.0	139000.0	44.0	0.0	64.0	244.0	0.0	1208.0	317.0
9997	59186.0	118000.0	50.0	0.0	49.0	49.0	0.0	1208.0	1208.0
9998	122108.0	194000.0	37.0	101.0	101.0	155.0	1209.0	1209.0	788.0
9999	62859.0	150000.0	58.0	0.0	52.0	0.0	0.0	1209.0	0.0

Most frequently occurring

	preco	valor_de_avaliacao	desconto	area_total	area_privativa	area_terreno	m2total	m2privativa	m2terreno	# duplicates
1	22705.0	56000.0	59.0	0.0	0.0	126.0	0.0	0.0	180.0	16
10	27824.0	22880.0	0.0	0.0	0.0	250.0	0.0	0.0	111.0	6
11	27880.0	108000.0	74.0	45.0	24.0	0.0	620.0	1162.0	0.0	6
8	26791.0	93000.0	71.0	45.0	24.0	0.0	595.0	1116.0	0.0	5
12	28913.0	92000.0	69.0	45.0	24.0	0.0	643.0	1205.0	0.0	4
49	47137.0	115000.0	59.0	0.0	46.0	0.0	0.0	1025.0	0.0	4
61	49187.0	120000.0	59.0	0.0	45.0	0.0	0.0	1093.0	0.0	4
19	34855.0	60000.0	42.0	0.0	0.0	125.0	0.0	0.0	279.0	3
32	41943.0	110000.0	62.0	0.0	46.0	0.0	0.0	912.0	0.0	3
56	48367.0	118000.0	59.0	0.0	45.0	0.0	0.0	1075.0	0.0	3

Overview

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring

Overview

Variables

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring